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Modern text-to-speech (TTS) systems are able to generate audio that sounds almost as natural as human speech. However, the bar of developing high-quality TTS systems remains high since a sizable set of studio-quality <text, audio> pairs is…

计算与语言 · 计算机科学 2019-06-19 Wei Fang , Yu-An Chung , James Glass

The recent text-to-speech (TTS) has achieved quality comparable to that of humans; however, its application in spoken dialogue has not been widely studied. This study aims to realize a TTS that closely resembles human dialogue. First, we…

音频与语音处理 · 电气工程与系统科学 2022-06-27 Kentaro Mitsui , Tianyu Zhao , Kei Sawada , Yukiya Hono , Yoshihiko Nankaku , Keiichi Tokuda

We propose a speech enhancement system that combines speaker-agnostic speech restoration with voice conversion (VC) to obtain a studio-level quality speech signal. While voice conversion models are typically used to change speaker…

声音 · 计算机科学 2025-05-22 Kyungguen Byun , Jason Filos , Erik Visser , Sunkuk Moon

Recently, end-to-end models have been widely used in automatic speech recognition (ASR) systems. Two of the most representative approaches are connectionist temporal classification (CTC) and attention-based encoder-decoder (AED) models.…

计算与语言 · 计算机科学 2023-04-18 Ruchao Fan , Wei Chu , Peng Chang , Abeer Alwan

In recent years, end-to-end speech recognition has emerged as a technology that integrates the acoustic, pronunciation dictionary, and language model components of the traditional Automatic Speech Recognition model. It is possible to…

计算与语言 · 计算机科学 2023-12-18 Tzu-Ting Yang , Hsin-Wei Wang , Berlin Chen

Substantial improvements have been achieved in recent years in voice conversion, which converts the speaker characteristics of an utterance into those of another speaker without changing the linguistic content of the utterance. Nonetheless,…

音频与语音处理 · 电气工程与系统科学 2021-05-05 Chien-yu Huang , Yist Y. Lin , Hung-yi Lee , Lin-shan Lee

Several recently proposed text-to-speech (TTS) models achieved to generate the speech samples with the human-level quality in the single-speaker and multi-speaker TTS scenarios with a set of pre-defined speakers. However, synthesizing a new…

音频与语音处理 · 电气工程与系统科学 2022-11-23 Byoung Jin Choi , Myeonghun Jeong , Minchan Kim , Sung Hwan Mun , Nam Soo Kim

Training of multi-speaker text-to-speech (TTS) systems relies on curated datasets based on high-quality recordings or audiobooks. Such datasets often lack speaker diversity and are expensive to collect. As an alternative, recent studies…

音频与语音处理 · 电气工程与系统科学 2022-10-13 Sewade Ogun , Vincent Colotte , Emmanuel Vincent

Cross-lingual timbre and style generalizable text-to-speech (TTS) aims to synthesize speech with a specific reference timbre or style that is never trained in the target language. It encounters the following challenges: 1) timbre and…

音频与语音处理 · 电气工程与系统科学 2023-06-28 Yahuan Cong , Haoyu Zhang , Haopeng Lin , Shichao Liu , Chunfeng Wang , Yi Ren , Xiang Yin , Zejun Ma

The control of perceptual voice qualities in a text-to-speech (TTS) system is of interest for applications where unmanipu- lated and manipulated speech probes can serve to illustrate pho- netic concepts that are otherwise difficult to…

音频与语音处理 · 电气工程与系统科学 2025-11-10 Frederik Rautenberg , Fritz Seebauer , Jana Wiechmann , Michael Kuhlmann , Petra Wagner , Reinhold Haeb-Umbach

This paper introduces a novel application of Test-Time Training (TTT) for Speech Enhancement, addressing the challenges posed by unpredictable noise conditions and domain shifts. This method combines a main speech enhancement task with a…

音频与语音处理 · 电气工程与系统科学 2025-10-21 Avishkar Behera , Riya Ann Easow , Venkatesh Parvathala , K. Sri Rama Murty

This paper describes a novel knowledge distillation framework that leverages acoustically qualified speech data included in an existing training data pool as privileged information. In our proposed framework, a student network is trained…

声音 · 计算机科学 2021-12-17 Tohru Nagano , Takashi Fukuda , Gakuto Kurata

Combining end-to-end speech translation (ST) and non-autoregressive (NAR) generation is promising in language and speech processing for their advantages of less error propagation and low latency. In this paper, we investigate the potential…

Voice conversion (VC) is a task that transforms voice from target audio to source without losing linguistic contents, it is challenging especially when source and target speakers are unseen during training (zero-shot VC). Previous…

声音 · 计算机科学 2021-04-14 Shijun Wang , Damian Borth

Current voice conversion (VC) methods can successfully convert timbre of the audio. As modeling source audio's prosody effectively is a challenging task, there are still limitations of transferring source style to the converted speech. This…

音频与语音处理 · 电气工程与系统科学 2021-06-29 Zhichao Wang , Xinyong Zhou , Fengyu Yang , Tao Li , Hongqiang Du , Lei Xie , Wendong Gan , Haitao Chen , Hai Li

Speech-to-Speech Translation (S2ST) refers to the conversion of speech in one language into semantically equivalent speech in another language, facilitating communication between speakers of different languages. Speech-to-Discrete Unit…

声音 · 计算机科学 2025-11-10 Rui Zhou , Akinori Ito , Takashi Nose

Abstract End-to-end text-to-speech (TTS) systems has proved its great success in the presence of a large amount of high-quality training data recorded in anechoic room with high-quality microphone. Another approach is to use available…

音频与语音处理 · 电气工程与系统科学 2020-04-22 Viet Lam Phung , Phan Huy Kinh , Anh Tuan Dinh , Quoc Bao Nguyen

Transfer learning aims to reduce the amount of data required to excel at a new task by re-using the knowledge acquired from learning other related tasks. This paper proposes a novel transfer learning scenario, which distills robust phonetic…

计算与语言 · 计算机科学 2019-07-11 Wei-Ning Hsu , David Harwath , James Glass

Effectively distinguishing the pronunciation correlations between different written texts is a significant issue in linguistic acoustics. Traditionally, such pronunciation correlations are obtained through manually designed pronunciation…

音频与语音处理 · 电气工程与系统科学 2025-01-03 Gaofeng Cheng , Haitian Lu , Chengxu Yang , Xuyang Wang , Ta Li , Yonghong Yan

Voice conversion as the style transfer task applied to speech, refers to converting one person's speech into a new speech that sounds like another person's. Up to now, there has been a lot of research devoted to better implementation of VC…

声音 · 计算机科学 2023-08-23 Yimin Deng , Huaizhen Tang , Xulong Zhang , Jianzong Wang , Ning Cheng , Jing Xiao
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